Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 494020 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 450543 |
| Duplicate rows (%) | 91.2% |
| Total size in memory | 75.4 MiB |
| Average record size in memory | 160.0 B |
Variable types
| NUM | 15 |
|---|---|
| BOOL | 3 |
| CAT | 2 |
Reproduction
| Analysis started | 2020-08-25 01:27:14.151707 |
|---|---|
| Analysis finished | 2020-08-25 01:28:49.570067 |
| Duration | 1 minute and 35.42 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Atr-19 has constant value "0" | Constant |
| Dataset has 450543 (91.2%) duplicate rows | Duplicates |
Atr-25 is highly correlated with Atr-24 | High correlation |
Atr-24 is highly correlated with Atr-25 | High correlation |
Atr-39 is highly correlated with Atr-40 and 1 other fields | High correlation |
Atr-40 is highly correlated with Atr-39 and 1 other fields | High correlation |
Atr-26 is highly correlated with Atr-40 and 1 other fields | High correlation |
Atr-15 is highly correlated with Atr-12 | High correlation |
Atr-12 is highly correlated with Atr-15 | High correlation |
target is highly correlated with Atr-35 | High correlation |
Atr-35 is highly correlated with target | High correlation |
Atr-4 is highly skewed (γ1 = 699.2124433) | Skewed |
Atr-12 is highly skewed (γ1 = 417.5298055) | Skewed |
Atr-9 is highly skewed (γ1 = 32.62911204) | Skewed |
Atr-15 is highly skewed (γ1 = 417.0654138) | Skewed |
Atr-16 is highly skewed (γ1 = 192.334571) | Skewed |
Atr-24 has 404786 (81.9%) zeros | Zeros |
Atr-25 has 405685 (82.1%) zeros | Zeros |
Atr-4 has 115342 (23.3%) zeros | Zeros |
Atr-40 has 459804 (93.1%) zeros | Zeros |
Atr-39 has 458791 (92.9%) zeros | Zeros |
Atr-29 has 382020 (77.3%) zeros | Zeros |
Atr-26 has 464947 (94.1%) zeros | Zeros |
Atr-12 has 491796 (99.5%) zeros | Zeros |
Atr-9 has 490828 (99.4%) zeros | Zeros |
Atr-15 has 493435 (99.9%) zeros | Zeros |
Atr-16 has 493755 (99.9%) zeros | Zeros |
Atr-35 has 142859 (28.9%) zeros | Zeros |
Atr-34 has 347030 (70.2%) zeros | Zeros |
| Distinct count | 92 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17668701671997084 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 404786 |
| Zeros (%) | 81.9% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3807172587 |
|---|---|
| Coefficient of variation (CV) | 2.154755147 |
| Kurtosis | 0.885489854 |
| Mean | 0.1766870167 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.697594834 |
| Sum | 87286.92 |
| Variance | 0.1449456311 |
| Value | Count | Frequency (%) | |
| 0 | 404786 | 81.9% | |
| 1 | 86537 | 17.5% | |
| 0.99 | 311 | 0.1% | |
| 0.08 | 155 | < 0.1% | |
| 0.05 | 150 | < 0.1% | |
| 0.07 | 129 | < 0.1% | |
| 0.06 | 129 | < 0.1% | |
| 0.14 | 118 | < 0.1% | |
| 0.04 | 115 | < 0.1% | |
| 0.01 | 109 | < 0.1% | |
| 0.09 | 102 | < 0.1% | |
| 0.1 | 101 | < 0.1% | |
| 0.03 | 92 | < 0.1% | |
| 0.11 | 90 | < 0.1% | |
| 0.13 | 88 | < 0.1% | |
| 0.5 | 87 | < 0.1% | |
| 0.12 | 82 | < 0.1% | |
| 0.2 | 69 | < 0.1% | |
| 0.25 | 67 | < 0.1% | |
| 0.02 | 62 | < 0.1% | |
| 0.17 | 60 | < 0.1% | |
| 0.33 | 51 | < 0.1% | |
| 0.15 | 44 | < 0.1% | |
| 0.22 | 37 | < 0.1% | |
| 0.18 | 34 | < 0.1% | |
| Other values (67) | 415 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 404786 | 81.9% | |
| 0.01 | 109 | < 0.1% | |
| 0.02 | 62 | < 0.1% | |
| 0.03 | 92 | < 0.1% | |
| 0.04 | 115 | < 0.1% | |
| 0.05 | 150 | < 0.1% | |
| 0.06 | 129 | < 0.1% | |
| 0.07 | 129 | < 0.1% | |
| 0.08 | 155 | < 0.1% | |
| 0.09 | 102 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 86537 | 17.5% | |
| 0.99 | 311 | 0.1% | |
| 0.98 | 18 | < 0.1% | |
| 0.97 | 10 | < 0.1% | |
| 0.96 | 8 | < 0.1% | |
| 0.95 | 6 | < 0.1% | |
| 0.94 | 6 | < 0.1% | |
| 0.93 | 4 | < 0.1% | |
| 0.92 | 2 | < 0.1% | |
| 0.91 | 2 | < 0.1% |
Atr-13
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| 0 | |
|---|---|
| 1 | 55 |
| Value | Count | Frequency (%) | |
| 0 | 493965 | > 99.9% | |
| 1 | 55 | < 0.1% |
Atr-8
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| 0 | |
|---|---|
| 1 | 2 |
| 3 | 1 |
| 2 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 494016 | > 99.9% | |
| 1 | 2 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 494016 | > 99.9% | |
| 1 | 2 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 494020 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 494016 | > 99.9% | |
| 1 | 2 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 494020 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 494016 | > 99.9% | |
| 1 | 2 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 494020 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 494016 | > 99.9% | |
| 1 | 2 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% |
| Distinct count | 51 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17660916562082507 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 405685 |
| Zeros (%) | 82.1% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3810168872 |
|---|---|
| Coefficient of variation (CV) | 2.157401548 |
| Kurtosis | 0.8821925693 |
| Mean | 0.1766091656 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.697204063 |
| Sum | 87248.46 |
| Variance | 0.1451738684 |
| Value | Count | Frequency (%) | |
| 0 | 405685 | 82.1% | |
| 1 | 87052 | 17.6% | |
| 0.03 | 139 | < 0.1% | |
| 0.04 | 120 | < 0.1% | |
| 0.05 | 109 | < 0.1% | |
| 0.06 | 98 | < 0.1% | |
| 0.02 | 84 | < 0.1% | |
| 0.5 | 78 | < 0.1% | |
| 0.08 | 73 | < 0.1% | |
| 0.07 | 68 | < 0.1% | |
| 0.25 | 56 | < 0.1% | |
| 0.33 | 55 | < 0.1% | |
| 0.17 | 51 | < 0.1% | |
| 0.09 | 48 | < 0.1% | |
| 0.1 | 46 | < 0.1% | |
| 0.2 | 45 | < 0.1% | |
| 0.11 | 43 | < 0.1% | |
| 0.12 | 43 | < 0.1% | |
| 0.14 | 34 | < 0.1% | |
| 0.01 | 10 | < 0.1% | |
| 0.67 | 9 | < 0.1% | |
| 0.92 | 6 | < 0.1% | |
| 0.18 | 6 | < 0.1% | |
| 0.94 | 5 | < 0.1% | |
| 0.95 | 5 | < 0.1% | |
| Other values (26) | 52 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 405685 | 82.1% | |
| 0.01 | 10 | < 0.1% | |
| 0.02 | 84 | < 0.1% | |
| 0.03 | 139 | < 0.1% | |
| 0.04 | 120 | < 0.1% | |
| 0.05 | 109 | < 0.1% | |
| 0.06 | 98 | < 0.1% | |
| 0.07 | 68 | < 0.1% | |
| 0.08 | 73 | < 0.1% | |
| 0.09 | 48 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 87052 | 17.6% | |
| 0.95 | 5 | < 0.1% | |
| 0.94 | 5 | < 0.1% | |
| 0.93 | 2 | < 0.1% | |
| 0.92 | 6 | < 0.1% | |
| 0.91 | 3 | < 0.1% | |
| 0.9 | 1 | < 0.1% | |
| 0.88 | 4 | < 0.1% | |
| 0.86 | 1 | < 0.1% | |
| 0.85 | 2 | < 0.1% |
| Distinct count | 3300 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3025.61574430185 |
|---|---|
| Minimum | 0 |
| Maximum | 693375640 |
| Zeros | 115342 |
| Zeros (%) | 23.3% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 45 |
| median | 520 |
| Q3 | 1032 |
| 95-th percentile | 1032 |
| Maximum | 693375640 |
| Range | 693375640 |
| Interquartile range (IQR) | 987 |
Descriptive statistics
| Standard deviation | 988219.1012 |
|---|---|
| Coefficient of variation (CV) | 326.6175168 |
| Kurtosis | 490583.3526 |
| Mean | 3025.615744 |
| Median Absolute Deviation (MAD) | 512 |
| Skewness | 699.2124433 |
| Sum | 1494714690 |
| Variance | 9.76576992e+11 |
| Value | Count | Frequency (%) | |
| 1032 | 228035 | 46.2% | |
| 0 | 115342 | 23.3% | |
| 520 | 52774 | 10.7% | |
| 105 | 7370 | 1.5% | |
| 147 | 2725 | 0.6% | |
| 54540 | 2143 | 0.4% | |
| 146 | 2033 | 0.4% | |
| 42 | 1069 | 0.2% | |
| 8 | 1045 | 0.2% | |
| 28 | 984 | 0.2% | |
| 145 | 917 | 0.2% | |
| 30 | 896 | 0.2% | |
| 44 | 890 | 0.2% | |
| 46 | 837 | 0.2% | |
| 334 | 774 | 0.2% | |
| 45 | 736 | 0.1% | |
| 217 | 615 | 0.1% | |
| 215 | 596 | 0.1% | |
| 216 | 596 | 0.1% | |
| 209 | 585 | 0.1% | |
| 221 | 580 | 0.1% | |
| 222 | 573 | 0.1% | |
| 208 | 570 | 0.1% | |
| 233 | 554 | 0.1% | |
| 220 | 549 | 0.1% | |
| Other values (3275) | 70232 | 14.2% |
| Value | Count | Frequency (%) | |
| 0 | 115342 | 23.3% | |
| 1 | 257 | 0.1% | |
| 4 | 4 | < 0.1% | |
| 5 | 12 | < 0.1% | |
| 6 | 67 | < 0.1% | |
| 7 | 104 | < 0.1% | |
| 8 | 1045 | 0.2% | |
| 9 | 155 | < 0.1% | |
| 10 | 174 | < 0.1% | |
| 11 | 19 | < 0.1% |
| Value | Count | Frequency (%) | |
| 693375640 | 1 | < 0.1% | |
| 5135678 | 21 | < 0.1% | |
| 5133877 | 1 | < 0.1% | |
| 5133876 | 30 | < 0.1% | |
| 5131424 | 7 | < 0.1% | |
| 2500058 | 1 | < 0.1% | |
| 2194619 | 22 | < 0.1% | |
| 2104380 | 1 | < 0.1% | |
| 715240 | 1 | < 0.1% | |
| 501760 | 6 | < 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05741178494797782 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 459804 |
| Zeros (%) | 93.1% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2301405424 |
|---|---|
| Coefficient of variation (CV) | 4.008594099 |
| Kurtosis | 12.54252472 |
| Mean | 0.05741178495 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.805769303 |
| Sum | 28362.57 |
| Variance | 0.05296466923 |
| Value | Count | Frequency (%) | |
| 0 | 459804 | 93.1% | |
| 1 | 25695 | 5.2% | |
| 0.01 | 1851 | 0.4% | |
| 0.04 | 830 | 0.2% | |
| 0.02 | 783 | 0.2% | |
| 0.05 | 773 | 0.2% | |
| 0.03 | 528 | 0.1% | |
| 0.98 | 322 | 0.1% | |
| 0.99 | 294 | 0.1% | |
| 0.06 | 246 | < 0.1% | |
| 0.97 | 147 | < 0.1% | |
| 0.95 | 108 | < 0.1% | |
| 0.96 | 103 | < 0.1% | |
| 0.94 | 100 | < 0.1% | |
| 0.93 | 99 | < 0.1% | |
| 0.07 | 94 | < 0.1% | |
| 0.89 | 86 | < 0.1% | |
| 0.8 | 76 | < 0.1% | |
| 0.78 | 74 | < 0.1% | |
| 0.91 | 68 | < 0.1% | |
| 0.74 | 63 | < 0.1% | |
| 0.92 | 61 | < 0.1% | |
| 0.85 | 60 | < 0.1% | |
| 0.87 | 52 | < 0.1% | |
| 0.82 | 52 | < 0.1% | |
| Other values (76) | 1651 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 459804 | 93.1% | |
| 0.01 | 1851 | 0.4% | |
| 0.02 | 783 | 0.2% | |
| 0.03 | 528 | 0.1% | |
| 0.04 | 830 | 0.2% | |
| 0.05 | 773 | 0.2% | |
| 0.06 | 246 | < 0.1% | |
| 0.07 | 94 | < 0.1% | |
| 0.08 | 43 | < 0.1% | |
| 0.09 | 31 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 25695 | 5.2% | |
| 0.99 | 294 | 0.1% | |
| 0.98 | 322 | 0.1% | |
| 0.97 | 147 | < 0.1% | |
| 0.96 | 103 | < 0.1% | |
| 0.95 | 108 | < 0.1% | |
| 0.94 | 100 | < 0.1% | |
| 0.93 | 99 | < 0.1% | |
| 0.92 | 61 | < 0.1% | |
| 0.91 | 68 | < 0.1% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 494020 | 100.0% |
| Distinct count | 101 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.058117728027205384 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 458791 |
| Zeros (%) | 92.9% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2305897256 |
|---|---|
| Coefficient of variation (CV) | 3.967631452 |
| Kurtosis | 12.3826855 |
| Mean | 0.05811772803 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.781290254 |
| Sum | 28711.32 |
| Variance | 0.05317162156 |
| Value | Count | Frequency (%) | |
| 0 | 458791 | 92.9% | |
| 1 | 26040 | 5.3% | |
| 0.01 | 1596 | 0.3% | |
| 0.02 | 932 | 0.2% | |
| 0.04 | 801 | 0.2% | |
| 0.05 | 750 | 0.2% | |
| 0.03 | 565 | 0.1% | |
| 0.06 | 238 | < 0.1% | |
| 0.85 | 131 | < 0.1% | |
| 0.93 | 116 | < 0.1% | |
| 0.95 | 115 | < 0.1% | |
| 0.87 | 108 | < 0.1% | |
| 0.92 | 103 | < 0.1% | |
| 0.07 | 97 | < 0.1% | |
| 0.84 | 97 | < 0.1% | |
| 0.08 | 97 | < 0.1% | |
| 0.86 | 96 | < 0.1% | |
| 0.89 | 88 | < 0.1% | |
| 0.52 | 87 | < 0.1% | |
| 0.96 | 81 | < 0.1% | |
| 0.82 | 81 | < 0.1% | |
| 0.91 | 80 | < 0.1% | |
| 0.9 | 79 | < 0.1% | |
| 0.88 | 75 | < 0.1% | |
| 0.09 | 68 | < 0.1% | |
| Other values (76) | 2708 | 0.5% |
| Value | Count | Frequency (%) | |
| 0 | 458791 | 92.9% | |
| 0.01 | 1596 | 0.3% | |
| 0.02 | 932 | 0.2% | |
| 0.03 | 565 | 0.1% | |
| 0.04 | 801 | 0.2% | |
| 0.05 | 750 | 0.2% | |
| 0.06 | 238 | < 0.1% | |
| 0.07 | 97 | < 0.1% | |
| 0.08 | 97 | < 0.1% | |
| 0.09 | 68 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 26040 | 5.3% | |
| 0.99 | 66 | < 0.1% | |
| 0.98 | 64 | < 0.1% | |
| 0.97 | 67 | < 0.1% | |
| 0.96 | 81 | < 0.1% | |
| 0.95 | 115 | < 0.1% | |
| 0.94 | 63 | < 0.1% | |
| 0.93 | 116 | < 0.1% | |
| 0.92 | 103 | < 0.1% | |
| 0.91 | 80 | < 0.1% |
| Distinct count | 78 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.020982429861139233 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 382020 |
| Zeros (%) | 77.3% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.07 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.08220557068 |
|---|---|
| Coefficient of variation (CV) | 3.917828927 |
| Kurtosis | 105.1126927 |
| Mean | 0.02098242986 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.642416922 |
| Sum | 10365.74 |
| Variance | 0.00675775585 |
| Value | Count | Frequency (%) | |
| 0 | 382020 | 77.3% | |
| 0.06 | 52812 | 10.7% | |
| 0.07 | 28798 | 5.8% | |
| 0.05 | 19218 | 3.9% | |
| 0.08 | 3254 | 0.7% | |
| 1 | 2358 | 0.5% | |
| 0.04 | 955 | 0.2% | |
| 0.67 | 664 | 0.1% | |
| 0.5 | 590 | 0.1% | |
| 0.09 | 402 | 0.1% | |
| 0.6 | 273 | 0.1% | |
| 0.12 | 228 | < 0.1% | |
| 0.1 | 209 | < 0.1% | |
| 0.11 | 199 | < 0.1% | |
| 0.14 | 148 | < 0.1% | |
| 0.4 | 123 | < 0.1% | |
| 0.13 | 116 | < 0.1% | |
| 0.29 | 111 | < 0.1% | |
| 0.01 | 105 | < 0.1% | |
| 0.15 | 102 | < 0.1% | |
| 0.03 | 98 | < 0.1% | |
| 0.33 | 97 | < 0.1% | |
| 0.17 | 95 | < 0.1% | |
| 0.25 | 95 | < 0.1% | |
| 0.75 | 71 | < 0.1% | |
| Other values (53) | 879 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 382020 | 77.3% | |
| 0.01 | 105 | < 0.1% | |
| 0.02 | 60 | < 0.1% | |
| 0.03 | 98 | < 0.1% | |
| 0.04 | 955 | 0.2% | |
| 0.05 | 19218 | 3.9% | |
| 0.06 | 52812 | 10.7% | |
| 0.07 | 28798 | 5.8% | |
| 0.08 | 3254 | 0.7% | |
| 0.09 | 402 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2358 | 0.5% | |
| 0.99 | 8 | < 0.1% | |
| 0.97 | 2 | < 0.1% | |
| 0.96 | 32 | < 0.1% | |
| 0.95 | 17 | < 0.1% | |
| 0.89 | 3 | < 0.1% | |
| 0.88 | 1 | < 0.1% | |
| 0.86 | 1 | < 0.1% | |
| 0.83 | 1 | < 0.1% | |
| 0.82 | 1 | < 0.1% |
Atr-6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| 0 | |
|---|---|
| 1 | 22 |
| Value | Count | Frequency (%) | |
| 0 | 493998 | > 99.9% | |
| 1 | 22 | < 0.1% |
| Distinct count | 77 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05743352495850371 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 464947 |
| Zeros (%) | 94.1% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2316236938 |
|---|---|
| Coefficient of variation (CV) | 4.03290054 |
| Kurtosis | 12.45743657 |
| Mean | 0.05743352496 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.798974403 |
| Sum | 28373.31 |
| Variance | 0.05364953553 |
| Value | Count | Frequency (%) | |
| 0 | 464947 | 94.1% | |
| 1 | 26979 | 5.5% | |
| 0.86 | 113 | < 0.1% | |
| 0.87 | 102 | < 0.1% | |
| 0.92 | 97 | < 0.1% | |
| 0.25 | 92 | < 0.1% | |
| 0.95 | 91 | < 0.1% | |
| 0.9 | 91 | < 0.1% | |
| 0.5 | 78 | < 0.1% | |
| 0.91 | 75 | < 0.1% | |
| 0.88 | 69 | < 0.1% | |
| 0.96 | 66 | < 0.1% | |
| 0.33 | 65 | < 0.1% | |
| 0.2 | 65 | < 0.1% | |
| 0.93 | 64 | < 0.1% | |
| 0.94 | 63 | < 0.1% | |
| 0.01 | 62 | < 0.1% | |
| 0.89 | 61 | < 0.1% | |
| 0.85 | 59 | < 0.1% | |
| 0.99 | 49 | < 0.1% | |
| 0.82 | 44 | < 0.1% | |
| 0.77 | 38 | < 0.1% | |
| 0.17 | 37 | < 0.1% | |
| 0.97 | 36 | < 0.1% | |
| 0.02 | 35 | < 0.1% | |
| Other values (52) | 542 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 464947 | 94.1% | |
| 0.01 | 62 | < 0.1% | |
| 0.02 | 35 | < 0.1% | |
| 0.03 | 28 | < 0.1% | |
| 0.04 | 13 | < 0.1% | |
| 0.05 | 20 | < 0.1% | |
| 0.06 | 18 | < 0.1% | |
| 0.07 | 11 | < 0.1% | |
| 0.08 | 14 | < 0.1% | |
| 0.09 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 26979 | 5.5% | |
| 0.99 | 49 | < 0.1% | |
| 0.98 | 34 | < 0.1% | |
| 0.97 | 36 | < 0.1% | |
| 0.96 | 66 | < 0.1% | |
| 0.95 | 91 | < 0.1% | |
| 0.94 | 63 | < 0.1% | |
| 0.93 | 64 | < 0.1% | |
| 0.92 | 97 | < 0.1% | |
| 0.91 | 75 | < 0.1% |
| Distinct count | 23 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01021213716043885 |
|---|---|
| Minimum | 0 |
| Maximum | 884 |
| Zeros | 491796 |
| Zeros (%) | 99.5% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 884 |
| Range | 884 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.798328078 |
|---|---|
| Coefficient of variation (CV) | 176.0971332 |
| Kurtosis | 188120.9669 |
| Mean | 0.01021213716 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 417.5298055 |
| Sum | 5045 |
| Variance | 3.233983875 |
| Value | Count | Frequency (%) | |
| 0 | 491796 | 99.5% | |
| 1 | 2151 | 0.4% | |
| 2 | 24 | < 0.1% | |
| 4 | 16 | < 0.1% | |
| 3 | 11 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 767 | 1 | < 0.1% | |
| 238 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 18 | 1 | < 0.1% | |
| 275 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 281 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 102 | 1 | < 0.1% | |
| 884 | 1 | < 0.1% | |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 491796 | 99.5% | |
| 1 | 2151 | 0.4% | |
| 2 | 24 | < 0.1% | |
| 3 | 11 | < 0.1% | |
| 4 | 16 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 884 | 1 | < 0.1% | |
| 767 | 1 | < 0.1% | |
| 281 | 1 | < 0.1% | |
| 275 | 1 | < 0.1% | |
| 238 | 1 | < 0.1% | |
| 102 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 18 | 1 | < 0.1% |
Atr-17
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| 0 | |
|---|---|
| 1 | 48 |
| 2 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 493969 | > 99.9% | |
| 1 | 48 | < 0.1% | |
| 2 | 3 | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 493969 | > 99.9% | |
| 1 | 48 | < 0.1% | |
| 2 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 494020 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 493969 | > 99.9% | |
| 1 | 48 | < 0.1% | |
| 2 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 494020 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 493969 | > 99.9% | |
| 1 | 48 | < 0.1% | |
| 2 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 494020 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 493969 | > 99.9% | |
| 1 | 48 | < 0.1% | |
| 2 | 3 | < 0.1% |
| Distinct count | 22 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03451884539087487 |
|---|---|
| Minimum | 0 |
| Maximum | 30 |
| Zeros | 490828 |
| Zeros (%) | 99.4% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.782103372 |
|---|---|
| Coefficient of variation (CV) | 22.65728657 |
| Kurtosis | 1127.014947 |
| Mean | 0.03451884539 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.62911204 |
| Sum | 17053 |
| Variance | 0.6116856844 |
| Value | Count | Frequency (%) | |
| 0 | 490828 | 99.4% | |
| 2 | 2192 | 0.4% | |
| 28 | 274 | 0.1% | |
| 1 | 256 | 0.1% | |
| 4 | 112 | < 0.1% | |
| 6 | 104 | < 0.1% | |
| 5 | 51 | < 0.1% | |
| 3 | 38 | < 0.1% | |
| 14 | 37 | < 0.1% | |
| 30 | 28 | < 0.1% | |
| 22 | 28 | < 0.1% | |
| 19 | 23 | < 0.1% | |
| 18 | 13 | < 0.1% | |
| 24 | 13 | < 0.1% | |
| 20 | 10 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 17 | 2 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 490828 | 99.4% | |
| 1 | 256 | 0.1% | |
| 2 | 2192 | 0.4% | |
| 3 | 38 | < 0.1% | |
| 4 | 112 | < 0.1% | |
| 5 | 51 | < 0.1% | |
| 6 | 104 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 30 | 28 | < 0.1% | |
| 28 | 274 | 0.1% | |
| 24 | 13 | < 0.1% | |
| 22 | 28 | < 0.1% | |
| 20 | 10 | < 0.1% | |
| 19 | 23 | < 0.1% | |
| 18 | 13 | < 0.1% | |
| 17 | 2 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% |
| Distinct count | 20 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.011351767134933808 |
|---|---|
| Minimum | 0 |
| Maximum | 993 |
| Zeros | 493435 |
| Zeros (%) | 99.9% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 993 |
| Range | 993 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.012720363 |
|---|---|
| Coefficient of variation (CV) | 177.3045852 |
| Kurtosis | 188932.6641 |
| Mean | 0.01135176713 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 417.0654138 |
| Sum | 5608 |
| Variance | 4.051043258 |
| Value | Count | Frequency (%) | |
| 0 | 493435 | 99.9% | |
| 1 | 233 | < 0.1% | |
| 9 | 167 | < 0.1% | |
| 6 | 126 | < 0.1% | |
| 2 | 22 | < 0.1% | |
| 5 | 12 | < 0.1% | |
| 4 | 10 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 119 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 993 | 1 | < 0.1% | |
| 268 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 278 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 306 | 1 | < 0.1% | |
| 54 | 1 | < 0.1% | |
| 857 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 493435 | 99.9% | |
| 1 | 233 | < 0.1% | |
| 2 | 22 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 10 | < 0.1% | |
| 5 | 12 | < 0.1% | |
| 6 | 126 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 9 | 167 | < 0.1% | |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 993 | 1 | < 0.1% | |
| 857 | 1 | < 0.1% | |
| 306 | 1 | < 0.1% | |
| 278 | 1 | < 0.1% | |
| 268 | 1 | < 0.1% | |
| 119 | 1 | < 0.1% | |
| 54 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% |
Atr-32
Real number (ℝ≥0)
| Distinct count | 256 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.66605198170114 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 46 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 209 |
Descriptive statistics
| Standard deviation | 106.0402047 |
|---|---|
| Coefficient of variation (CV) | 0.5620523861 |
| Kurtosis | -0.8741279302 |
| Mean | 188.666052 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.03486554 |
| Sum | 93204803 |
| Variance | 11244.52501 |
| Value | Count | Frequency (%) | |
| 255 | 337746 | 68.4% | |
| 1 | 11895 | 2.4% | |
| 2 | 7243 | 1.5% | |
| 3 | 5855 | 1.2% | |
| 11 | 5627 | 1.1% | |
| 8 | 5579 | 1.1% | |
| 10 | 5550 | 1.1% | |
| 5 | 5494 | 1.1% | |
| 6 | 5394 | 1.1% | |
| 12 | 5388 | 1.1% | |
| 4 | 5382 | 1.1% | |
| 7 | 5265 | 1.1% | |
| 9 | 5261 | 1.1% | |
| 13 | 5244 | 1.1% | |
| 18 | 5209 | 1.1% | |
| 17 | 5174 | 1.0% | |
| 16 | 5102 | 1.0% | |
| 20 | 5096 | 1.0% | |
| 14 | 5095 | 1.0% | |
| 15 | 5041 | 1.0% | |
| 19 | 5011 | 1.0% | |
| 21 | 1228 | 0.2% | |
| 23 | 1077 | 0.2% | |
| 22 | 1074 | 0.2% | |
| 25 | 1072 | 0.2% | |
| Other values (231) | 36918 | 7.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1 | 11895 | 2.4% | |
| 2 | 7243 | 1.5% | |
| 3 | 5855 | 1.2% | |
| 4 | 5382 | 1.1% | |
| 5 | 5494 | 1.1% | |
| 6 | 5394 | 1.1% | |
| 7 | 5265 | 1.1% | |
| 8 | 5579 | 1.1% | |
| 9 | 5261 | 1.1% |
| Value | Count | Frequency (%) | |
| 255 | 337746 | 68.4% | |
| 254 | 1067 | 0.2% | |
| 253 | 685 | 0.1% | |
| 252 | 513 | 0.1% | |
| 251 | 628 | 0.1% | |
| 250 | 721 | 0.1% | |
| 249 | 600 | 0.1% | |
| 248 | 389 | 0.1% | |
| 247 | 392 | 0.1% | |
| 246 | 408 | 0.1% |
| Distinct count | 18 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0010829521072021377 |
|---|---|
| Minimum | 0 |
| Maximum | 28 |
| Zeros | 493755 |
| Zeros (%) | 99.9% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.09641597626 |
|---|---|
| Coefficient of variation (CV) | 89.03069269 |
| Kurtosis | 43583.80671 |
| Mean | 0.001082952107 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 192.334571 |
| Sum | 535 |
| Variance | 0.009296040477 |
| Value | Count | Frequency (%) | |
| 0 | 493755 | 99.9% | |
| 1 | 207 | < 0.1% | |
| 2 | 36 | < 0.1% | |
| 4 | 7 | < 0.1% | |
| 16 | 2 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 493755 | 99.9% | |
| 1 | 207 | < 0.1% | |
| 2 | 36 | < 0.1% | |
| 4 | 7 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 16 | 2 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6019359742520545 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 142859 |
| Zeros (%) | 28.9% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4813089764 |
|---|---|
| Coefficient of variation (CV) | 0.7996016138 |
| Kurtosis | -1.819346634 |
| Mean | 0.6019359743 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.4006012844 |
| Sum | 297368.41 |
| Variance | 0.2316583308 |
| Value | Count | Frequency (%) | |
| 1 | 288883 | 58.5% | |
| 0 | 142859 | 28.9% | |
| 0.01 | 21912 | 4.4% | |
| 0.02 | 7228 | 1.5% | |
| 0.03 | 4419 | 0.9% | |
| 0.04 | 2749 | 0.6% | |
| 0.05 | 2176 | 0.4% | |
| 0.06 | 1784 | 0.4% | |
| 0.5 | 1642 | 0.3% | |
| 0.08 | 1428 | 0.3% | |
| 0.33 | 1413 | 0.3% | |
| 0.07 | 1412 | 0.3% | |
| 0.25 | 1274 | 0.3% | |
| 0.2 | 1151 | 0.2% | |
| 0.17 | 1034 | 0.2% | |
| 0.11 | 955 | 0.2% | |
| 0.12 | 946 | 0.2% | |
| 0.14 | 926 | 0.2% | |
| 0.1 | 915 | 0.2% | |
| 0.09 | 844 | 0.2% | |
| 0.99 | 613 | 0.1% | |
| 0.98 | 466 | 0.1% | |
| 0.96 | 285 | 0.1% | |
| 0.95 | 249 | 0.1% | |
| 0.97 | 220 | < 0.1% | |
| Other values (76) | 6237 | 1.3% |
| Value | Count | Frequency (%) | |
| 0 | 142859 | 28.9% | |
| 0.01 | 21912 | 4.4% | |
| 0.02 | 7228 | 1.5% | |
| 0.03 | 4419 | 0.9% | |
| 0.04 | 2749 | 0.6% | |
| 0.05 | 2176 | 0.4% | |
| 0.06 | 1784 | 0.4% | |
| 0.07 | 1412 | 0.3% | |
| 0.08 | 1428 | 0.3% | |
| 0.09 | 844 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 288883 | 58.5% | |
| 0.99 | 613 | 0.1% | |
| 0.98 | 466 | 0.1% | |
| 0.97 | 220 | < 0.1% | |
| 0.96 | 285 | 0.1% | |
| 0.95 | 249 | 0.1% | |
| 0.94 | 113 | < 0.1% | |
| 0.93 | 151 | < 0.1% | |
| 0.92 | 118 | < 0.1% | |
| 0.91 | 116 | < 0.1% |
| Distinct count | 101 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.030905793287721146 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 347030 |
| Zeros (%) | 70.2% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.04 |
| 95-th percentile | 0.08 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.109259214 |
|---|---|
| Coefficient of variation (CV) | 3.535234088 |
| Kurtosis | 50.29015665 |
| Mean | 0.03090579329 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.85716151 |
| Sum | 15268.08 |
| Variance | 0.01193757583 |
| Value | Count | Frequency (%) | |
| 0 | 347030 | 70.2% | |
| 0.07 | 45922 | 9.3% | |
| 0.06 | 28224 | 5.7% | |
| 0.05 | 18466 | 3.7% | |
| 0.08 | 14540 | 2.9% | |
| 0.01 | 13341 | 2.7% | |
| 0.02 | 4543 | 0.9% | |
| 0.09 | 3909 | 0.8% | |
| 0.03 | 3519 | 0.7% | |
| 0.04 | 2811 | 0.6% | |
| 1 | 2013 | 0.4% | |
| 0.85 | 738 | 0.1% | |
| 0.86 | 569 | 0.1% | |
| 0.84 | 536 | 0.1% | |
| 0.1 | 492 | 0.1% | |
| 0.87 | 424 | 0.1% | |
| 0.12 | 310 | 0.1% | |
| 0.11 | 287 | 0.1% | |
| 0.64 | 214 | < 0.1% | |
| 0.82 | 199 | < 0.1% | |
| 0.83 | 191 | < 0.1% | |
| 0.65 | 189 | < 0.1% | |
| 0.14 | 183 | < 0.1% | |
| 0.62 | 182 | < 0.1% | |
| 0.67 | 180 | < 0.1% | |
| Other values (76) | 5008 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 347030 | 70.2% | |
| 0.01 | 13341 | 2.7% | |
| 0.02 | 4543 | 0.9% | |
| 0.03 | 3519 | 0.7% | |
| 0.04 | 2811 | 0.6% | |
| 0.05 | 18466 | 3.7% | |
| 0.06 | 28224 | 5.7% | |
| 0.07 | 45922 | 9.3% | |
| 0.08 | 14540 | 2.9% | |
| 0.09 | 3909 | 0.8% |
| Value | Count | Frequency (%) | |
| 1 | 2013 | 0.4% | |
| 0.99 | 6 | < 0.1% | |
| 0.98 | 12 | < 0.1% | |
| 0.97 | 11 | < 0.1% | |
| 0.96 | 11 | < 0.1% | |
| 0.95 | 14 | < 0.1% | |
| 0.94 | 10 | < 0.1% | |
| 0.93 | 8 | < 0.1% | |
| 0.92 | 7 | < 0.1% | |
| 0.91 | 61 | < 0.1% |
| Distinct count | 23 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.546281527063682 |
|---|---|
| Minimum | 0 |
| Maximum | 22 |
| Zeros | 2203 |
| Zeros (%) | 0.4% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 11 |
| median | 18 |
| Q3 | 18 |
| 95-th percentile | 18 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.161398616 |
|---|---|
| Coefficient of variation (CV) | 0.2860798898 |
| Kurtosis | -1.170276203 |
| Mean | 14.54628153 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.5249225756 |
| Sum | 7186154 |
| Variance | 17.31723844 |
| Value | Count | Frequency (%) | |
| 18 | 280790 | 56.8% | |
| 9 | 107201 | 21.7% | |
| 11 | 97277 | 19.7% | |
| 0 | 2203 | 0.4% | |
| 17 | 1589 | 0.3% | |
| 5 | 1247 | 0.3% | |
| 15 | 1040 | 0.2% | |
| 21 | 1020 | 0.2% | |
| 20 | 979 | 0.2% | |
| 14 | 264 | 0.1% | |
| 10 | 231 | < 0.1% | |
| 3 | 53 | < 0.1% | |
| 1 | 30 | < 0.1% | |
| 6 | 21 | < 0.1% | |
| 22 | 20 | < 0.1% | |
| 4 | 12 | < 0.1% | |
| 16 | 10 | < 0.1% | |
| 7 | 9 | < 0.1% | |
| 2 | 8 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 13 | 4 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| 19 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 2203 | 0.4% | |
| 1 | 30 | < 0.1% | |
| 2 | 8 | < 0.1% | |
| 3 | 53 | < 0.1% | |
| 4 | 12 | < 0.1% | |
| 5 | 1247 | 0.3% | |
| 6 | 21 | < 0.1% | |
| 7 | 9 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 9 | 107201 | 21.7% |
| Value | Count | Frequency (%) | |
| 22 | 20 | < 0.1% | |
| 21 | 1020 | 0.2% | |
| 20 | 979 | 0.2% | |
| 19 | 2 | < 0.1% | |
| 18 | 280790 | 56.8% | |
| 17 | 1589 | 0.3% | |
| 16 | 10 | < 0.1% | |
| 15 | 1040 | 0.2% | |
| 14 | 264 | 0.1% | |
| 13 | 4 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Atr-24 | Atr-13 | Atr-8 | Atr-25 | Atr-4 | Atr-40 | Atr-19 | Atr-39 | Atr-29 | Atr-6 | Atr-26 | Atr-12 | Atr-17 | Atr-9 | Atr-15 | Atr-32 | Atr-16 | Atr-35 | Atr-34 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0 | 0 | 0 | 0.0 | 181 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 9 | 0 | 0.11 | 0.0 | 11 |
| 1 | 0.0 | 0 | 0 | 0.0 | 239 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 19 | 0 | 0.05 | 0.0 | 11 |
| 2 | 0.0 | 0 | 0 | 0.0 | 235 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 29 | 0 | 0.03 | 0.0 | 11 |
| 3 | 0.0 | 0 | 0 | 0.0 | 219 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 39 | 0 | 0.03 | 0.0 | 11 |
| 4 | 0.0 | 0 | 0 | 0.0 | 217 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 49 | 0 | 0.02 | 0.0 | 11 |
| 5 | 0.0 | 0 | 0 | 0.0 | 217 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 59 | 0 | 0.02 | 0.0 | 11 |
| 6 | 0.0 | 0 | 0 | 0.0 | 212 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 69 | 0 | 1.00 | 0.0 | 11 |
| 7 | 0.0 | 0 | 0 | 0.0 | 159 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 79 | 0 | 0.09 | 0.0 | 11 |
| 8 | 0.0 | 0 | 0 | 0.0 | 210 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 89 | 0 | 0.12 | 0.0 | 11 |
| 9 | 0.0 | 0 | 0 | 0.0 | 212 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 1 | 0 | 99 | 0 | 0.12 | 0.0 | 11 |
Last rows
| Atr-24 | Atr-13 | Atr-8 | Atr-25 | Atr-4 | Atr-40 | Atr-19 | Atr-39 | Atr-29 | Atr-6 | Atr-26 | Atr-12 | Atr-17 | Atr-9 | Atr-15 | Atr-32 | Atr-16 | Atr-35 | Atr-34 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 494010 | 0.00 | 0 | 0 | 0.00 | 308 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.03 | 0.0 | 11 |
| 494011 | 0.00 | 0 | 0 | 0.00 | 291 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.02 | 0.0 | 11 |
| 494012 | 0.00 | 0 | 0 | 0.00 | 289 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.02 | 0.0 | 11 |
| 494013 | 0.00 | 0 | 0 | 0.00 | 306 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.02 | 0.0 | 11 |
| 494014 | 0.00 | 0 | 0 | 0.00 | 289 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.01 | 0.0 | 11 |
| 494015 | 0.00 | 0 | 0 | 0.00 | 310 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.01 | 0.0 | 11 |
| 494016 | 0.00 | 0 | 0 | 0.00 | 282 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.17 | 0.0 | 11 |
| 494017 | 0.17 | 0 | 0 | 0.11 | 203 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.06 | 0.0 | 11 |
| 494018 | 0.00 | 0 | 0 | 0.00 | 291 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.04 | 0.0 | 11 |
| 494019 | 0.00 | 0 | 0 | 0.00 | 219 | 0.0 | 0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 0.17 | 0.0 | 11 |
Most frequent
| Atr-24 | Atr-13 | Atr-8 | Atr-25 | Atr-4 | Atr-40 | Atr-19 | Atr-39 | Atr-29 | Atr-6 | Atr-26 | Atr-12 | Atr-17 | Atr-9 | Atr-15 | Atr-32 | Atr-16 | Atr-35 | Atr-34 | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6933 | 0.0 | 0 | 0 | 0.0 | 1032 | 0.0 | 0 | 0.0 | 0.00 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 1.0 | 0.00 | 18 | 227840 |
| 6915 | 0.0 | 0 | 0 | 0.0 | 520 | 0.0 | 0 | 0.0 | 0.00 | 0 | 0.0 | 0 | 0 | 0 | 0 | 255 | 0 | 1.0 | 0.00 | 18 | 52747 |
| 7693 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 18 | 0 | 0.0 | 0.07 | 9 | 1143 |
| 7705 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 20 | 0 | 0.0 | 0.07 | 9 | 1126 |
| 7658 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 12 | 0 | 0.0 | 0.07 | 9 | 1105 |
| 7675 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 15 | 0 | 0.0 | 0.07 | 9 | 1095 |
| 7644 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 10 | 0 | 0.0 | 0.07 | 9 | 1088 |
| 7687 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 17 | 0 | 0.0 | 0.07 | 9 | 1075 |
| 7663 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 13 | 0 | 0.0 | 0.07 | 9 | 1064 |
| 7669 | 1.0 | 0 | 0 | 1.0 | 0 | 0.0 | 0 | 0.0 | 0.06 | 0 | 0.0 | 0 | 0 | 0 | 0 | 14 | 0 | 0.0 | 0.07 | 9 | 1053 |